Evidence Retrieval on AIChartClaim (Rec@1, Rec@5, Rec@7)
65.7Recall@1MEVER
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MEVERModality=Multi-modal2026.02 | 65.7 | 77.2 | 79 | |
| MEVERAblation=Without images, Modality=Text-only2026.02 | 63.4 | 76.5 | 78.2 | |
| MochegModelModality=Multi-modal2026.02 | 58.8 | 74.6 | 77.1 | |
| JustiLMModality=Multi-modal2026.02 | 53.6 | 71.5 | 74.6 | |
| TransXH+ViTModality=Multi-modal, Backbone=ViT2026.02 | 53.3 | 71 | 74 | |
| RAVModality=Multi-modal2026.02 | 50.6 | 67.4 | 69.4 | |
| BM25Modality=Text-only2026.02 | 43.3 | 54.2 | 57.9 |